{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d669132e-d986-4d19-8fc6-7c26b95054bc",
   "metadata": {},
   "source": [
    "# Missing Values: Line, Path, Area, and Ribbon\n",
    "\n",
    "Missing value (`Double.NaN` or `null`) handling in `geomLine()`, `geomPath()`, `geomArea()`, and `geomRibbon()`.\n",
    "\n",
    "Note: `geomPath()` handles missing values slightly differently than the others."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "309d1f24-3ee2-42cc-901a-cfe5fbccdfa9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "            <div id=\"kotlin_out_0\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                            if(!window.kotlinQueues) {\n",
       "                window.kotlinQueues = {};\n",
       "            }\n",
       "            if(!window.kotlinQueues[\"DataFrame\"]) {\n",
       "                var resQueue = [];\n",
       "                window.kotlinQueues[\"DataFrame\"] = resQueue;\n",
       "                window[\"call_DataFrame\"] = function(f) {\n",
       "                    resQueue.push(f);\n",
       "                }\n",
       "            }\n",
       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
       "    script.src = \"https://cdn.jsdelivr.net/gh/Kotlin/dataframe@3db46ccccaa1291c0627307d64133317f545e6ae/core/src/main/resources/init.js\"\n",
       "    script.type = \"text/javascript\";\n",
       "})];\n",
       "                var e = document.getElementById(\"kotlin_out_0\");\n",
       "                modifiers.forEach(function (gen) {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    gen(script)\n",
       "                    script.addEventListener(\"load\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {f();};\n",
       "                        window.kotlinQueues[\"DataFrame\"].forEach(function(f) {f();});\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
       "                    }, false);\n",
       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading resource DataFrame';\n",
       "                        document.getElementById(\"kotlin_out_0\").appendChild(div);\n",
       "                    }, false);\n",
       "                    \n",
       "                    e.appendChild(script);\n",
       "                });\n",
       "            })();\n",
       "            </script>"
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      "text/html": [
       "                <style>\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "                </style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "   <div id=\"Od2t1z\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
       "       if(!window.letsPlotCallQueue) {\n",
       "           window.letsPlotCallQueue = [];\n",
       "       }; \n",
       "       window.letsPlotCall = function(f) {\n",
       "           window.letsPlotCallQueue.push(f);\n",
       "       };\n",
       "       (function() {\n",
       "           var script = document.createElement(\"script\");\n",
       "           script.type = \"text/javascript\";\n",
       "           script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.8.1rc1/js-package/distr/lets-plot.min.js\";\n",
       "           script.onload = function() {\n",
       "               window.letsPlotCall = function(f) {f();};\n",
       "               window.letsPlotCallQueue.forEach(function(f) {f();});\n",
       "               window.letsPlotCallQueue = [];\n",
       "               \n",
       "               \n",
       "           };\n",
       "           script.onerror = function(event) {\n",
       "               window.letsPlotCall = function(f) {};\n",
       "               window.letsPlotCallQueue = [];\n",
       "               var div = document.createElement(\"div\");\n",
       "               div.style.color = 'darkred';\n",
       "               div.textContent = 'Error loading Lets-Plot JS';\n",
       "               document.getElementById(\"Od2t1z\").appendChild(div);\n",
       "           };\n",
       "           var e = document.getElementById(\"Od2t1z\");\n",
       "           e.appendChild(script);\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "            <div id=\"kotlin_out_1\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                            if(!window.kotlinQueues) {\n",
       "                window.kotlinQueues = {};\n",
       "            }\n",
       "            if(!window.kotlinQueues[\"letsPlotJs\"]) {\n",
       "                var resQueue = [];\n",
       "                window.kotlinQueues[\"letsPlotJs\"] = resQueue;\n",
       "                window[\"call_letsPlotJs\"] = function(f) {\n",
       "                    resQueue.push(f);\n",
       "                }\n",
       "            }\n",
       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
       "    script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.8.1rc1/js-package/distr/lets-plot.min.js\"\n",
       "    script.type = \"text/javascript\";\n",
       "})];\n",
       "                var e = document.getElementById(\"kotlin_out_1\");\n",
       "                modifiers.forEach(function (gen) {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    gen(script)\n",
       "                    script.addEventListener(\"load\", function() {\n",
       "                        window[\"call_letsPlotJs\"] = function(f) {f();};\n",
       "                        window.kotlinQueues[\"letsPlotJs\"].forEach(function(f) {f();});\n",
       "                        window.kotlinQueues[\"letsPlotJs\"] = [];\n",
       "                    }, false);\n",
       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_letsPlotJs\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"letsPlotJs\"] = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading resource letsPlotJs';\n",
       "                        document.getElementById(\"kotlin_out_1\").appendChild(div);\n",
       "                    }, false);\n",
       "                    \n",
       "                    e.appendChild(script);\n",
       "                });\n",
       "            })();\n",
       "            </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%useLatestDescriptors\n",
    "%use dataframe\n",
    "%use lets-plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b712edbc-eacb-4323-a439-667cb5d958dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lets-Plot Kotlin API v.4.11.3-SNAPSHOT. Frontend: Notebook with dynamically loaded JS. Lets-Plot JS v.4.8.1rc1.\n",
       "Outputs: Web (HTML+JS), Kotlin Notebook (Swing), Static SVG (hidden)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LetsPlot.getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "35a0decd-c392-48b0-a075-abee8289845b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":7,\"columns\":[\"untitled\",\"date\",\"pce\",\"pop\",\"psavert\",\"uempmed\",\"unemploy\"],\"is_formatted\":false,\"kotlin_dataframe\":[{\"untitled\":463,\"date\":\"2006-01-01\",\"pce\":9059.8,\"pop\":297647.0,\"psavert\":4.2,\"uempmed\":8.6,\"unemploy\":7064},{\"untitled\":464,\"date\":\"2006-02-01\",\"pce\":9090.1,\"pop\":297854.0,\"psavert\":4.2,\"uempmed\":9.1,\"unemploy\":7184},{\"untitled\":465,\"date\":\"2006-03-01\",\"pce\":9122.1,\"pop\":298060.0,\"psavert\":4.2,\"uempmed\":8.7,\"unemploy\":7072},{\"untitled\":466,\"date\":\"2006-04-01\",\"pce\":9174.8,\"pop\":298281.0,\"psavert\":4.0,\"uempmed\":8.4,\"unemploy\":7120},{\"untitled\":467,\"date\":\"2006-05-01\",\"pce\":9215.1,\"pop\":298496.0,\"psavert\":3.8,\"uempmed\":8.5,\"unemploy\":6980}]}",
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       ":root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
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      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "import java.time.format.DateTimeFormatter\n",
    "import java.time.LocalDate\n",
    "\n",
    "val economics_url = \"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/economics.csv\"\n",
    "val df = DataFrame.readCSV(economics_url)\n",
    "val dfWithDate = df.convert(\"date\") { LocalDate.parse(it.toString()) }\n",
    "\n",
    "val dfFiltered = dfWithDate.filter { it[\"date\"] as LocalDate >= LocalDate.of(2006, 1, 1) }\n",
    "val economics = dfFiltered.toMap()\n",
    "\n",
    "dfFiltered.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ac03d3a9-3cbb-4338-bb08-0ccbbd742a0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "// Make some gaps in the data\n",
    "\n",
    "val MILLISECONDS_IN_DAY = 24.0 * 60 * 60 * 1_000\n",
    "\n",
    "val dfStep1 = dfFiltered.convert { \"unemploy\"<Int>() }.to<Double>()\n",
    "\n",
    "val dfStep2 = dfStep1.update { \"unemploy\"<Double>() }\n",
    "    .where { \"date\"<LocalDate>() in LocalDate.of(2012, 1, 1)..LocalDate.of(2012, 4, 1) }\n",
    "    .with { Double.NaN }\n",
    "\n",
    "val dfStep3 = dfStep2.update {it[\"date\"]}\n",
    "    .where {it as LocalDate in LocalDate.of(2008, 1, 1)..LocalDate.of(2009, 6, 1)}\n",
    "    .withNull()\n",
    "\n",
    "val economicsWithGaps = dfStep3.toMap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "108aa640-1764-4ac3-aa2b-4b30d303c39f",
   "metadata": {},
   "outputs": [],
   "source": [
    "fun epochMillis(y: Int, m: Int, d: Int): Double =\n",
    "    LocalDate(y, m, d).toEpochDays() * MILLISECONDS_IN_DAY\n",
    "\n",
    "val basePlot = letsPlot { x = \"date\"; y = \"unemploy\" } +\n",
    "    geomLine(\n",
    "        data = economics,\n",
    "        size = 10.0, alpha = 0.1, tooltips = tooltipsNone\n",
    "    ) +\n",
    "        geomLabel(\n",
    "            label = \"Missing dates\",\n",
    "            x = epochMillis(2008, 8, 15), y = 11000.0,\n",
    "            nudgeX = -70.0, nudgeUnit = \"px\"\n",
    "        ) +\n",
    "        geomLabel(\n",
    "            label = \"Missing unemployment\\nfigures\",\n",
    "            x = epochMillis(2012, 2, 15), y = 13000.0,\n",
    "            nudgeX = 80.0, nudgeY = 40.0, nudgeUnit = \"px\"\n",
    "        ) +\n",
    "    themeClassic() +\n",
    "    ggsize(800, 300)"
   ]
  },
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   "cell_type": "markdown",
   "id": "cd0122b1-b2e2-4a17-9fea-64cb04ed5b55",
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   "source": [
    "#### 1. Line"
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   "id": "f6652fb7-2e80-4ba6-9592-c38605f34587",
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       "                    <tspan>Missing dates</tspan>\n",
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       "                    <tspan>Missing unemployment</tspan>\n",
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       "                    <tspan>figures</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2006</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2012</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>8,000</tspan>\n",
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       "                    <tspan>Missing dates</tspan>\n",
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       "                    <tspan>Missing unemployment</tspan>\n",
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       "                    <tspan>figures</tspan>\n",
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    "    geomPath(\n",
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       "                <tspan>2009</tspan>\n",
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     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "basePlot +\n",
    "    geomArea(\n",
    "        data = economicsWithGaps,\n",
    "        color = \"teal\", fill = \"teal\", alpha = 0.2\n",
    "    ) +\n",
    "    coordCartesian(ylim = null to 20000)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebb199b7-a549-42af-be7e-5b1734746f12",
   "metadata": {},
   "source": [
    "#### 4. Ribbon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "91396aca-2b3a-4846-b0b7-2962fa5eb94e",
   "metadata": {},
   "outputs": [],
   "source": [
    "// Make some more gaps\n",
    "\n",
    "val dfStep5 = dfStep3\n",
    "    .update { \"uempmed\"<Double?>() }\n",
    "    .where { \"date\"<LocalDate?>()?.let { d -> d in LocalDate.of(2011, 8, 1)..LocalDate.of(2011, 11, 1) } == true }\n",
    "    .with { Double.NaN }\n",
    "\n",
    "val dfStep6 = dfStep5\n",
    "    .update { \"psavert\"<Double?>() }\n",
    "    .where { \"date\"<LocalDate?>()?.let { d -> d in LocalDate.of(2013, 5, 1)..LocalDate.of(2013, 8, 1) } == true }\n",
    "    .with { Double.NaN }\n",
    "\n",
    "val economicsWithGaps2 = dfStep6.toMap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "adf5b012-4d78-4119-8909-11e0ff46cc69",
   "metadata": {},
   "outputs": [
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       "                    <tspan>Missing dates</tspan>\n",
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       "                    <tspan>Missing unemployment figures</tspan>\n",
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       "            </g>\n",
       "            <g>\n",
       "              <g transform=\"rotate(0.0 628.2050450847605 238.27519539284245 ) \">\n",
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       "                  <text style=\"fill:#474747;font-size:14.0px;font-family:sans-serif;\" y=\"0.0\" fill-opacity=\"1.0\" text-anchor=\"middle\">\n",
       "                    <tspan>Missing savings rate figures</tspan>\n",
       "                  </text>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
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       "        <defs>\n",
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       "        <defs>\n",
       "          <clipPath id=\"c7N5PiS\">\n",
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       "        </defs>\n",
       "      </g>\n",
       "      <g>\n",
       "        <g transform=\"translate(21.961210910936405 254.0 ) \">\n",
       "          <g transform=\"translate(34.13812677677561 0.0 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2006</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(107.93389979142239 0.0 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2007</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(181.72967280606917 0.0 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2008</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(255.72762602075636 0.0 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2009</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(329.5233990354027 0.0 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2010</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(403.3191720500495 0.0 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2011</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(477.11494506469626 0.0 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2012</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(551.112898279383 0.0 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2013</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(624.9086712940298 0.0 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2014</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(698.7044443086766 0.0 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2015</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <line x1=\"0.0\" y1=\"0.0\" x2=\"751.0387890890636\" y2=\"0.0\" stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\">\n",
       "          </line>\n",
       "        </g>\n",
       "        <g transform=\"translate(21.961210910936405 0.0 ) \">\n",
       "          <g transform=\"translate(0.0 222.6026326614562 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"-4.0\" y2=\"0.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(-6.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>5</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 170.36075689016866 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"-4.0\" y2=\"0.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(-6.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>10</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 118.11888111888112 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"-4.0\" y2=\"0.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(-6.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>15</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 65.87700534759358 ) \">\n",
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       "            <g transform=\"translate(-6.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>20</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 13.635129576306042 ) \">\n",
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       "            </line>\n",
       "            <g transform=\"translate(-6.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>25</tspan>\n",
       "              </text>\n",
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       "    </g>\n",
       "    <g transform=\"translate(15.0 133.0 ) rotate(-90.0 ) \">\n",
       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-y\" text-anchor=\"middle\">\n",
       "        <tspan>y</tspan>\n",
       "      </text>\n",
       "    </g>\n",
       "    <g transform=\"translate(418.4806054554682 294.0 ) \">\n",
       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-x\" text-anchor=\"middle\">\n",
       "        <tspan>date</tspan>\n",
       "      </text>\n",
       "    </g>\n",
       "    <path fill=\"rgb(0,0,0)\" fill-opacity=\"0.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\" d=\"M0.0 0.0 L0.0 300.0 L800.0 300.0 L800.0 0.0 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dGwojVk\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"737f465c-b2e0-4a62-aae1-0e9deb4b0845\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot { x = \"date\"; ymin = \"psavert\"; ymax = \"uempmed\" } +\n",
    "    geomLine(\n",
    "        data = economics,\n",
    "        size = 10.0, alpha = 0.1,\n",
    "        tooltips = tooltipsNone\n",
    "    ) { y = \"psavert\" } +\n",
    "    geomLine(\n",
    "        data = economics,\n",
    "        size = 10.0, alpha = 0.1,\n",
    "        tooltips = tooltipsNone\n",
    "    ) { y = \"uempmed\"} +\n",
    "    geomRibbon(\n",
    "        data = economicsWithGaps2,\n",
    "        color = \"teal\", fill = \"teal\", alpha = 0.2\n",
    "    ) +\n",
    "    geomLabel(\n",
    "        label = \"Missing dates\",\n",
    "        x = epochMillis(2008, 8, 15), y = 13.0,\n",
    "        nudgeX = -70.0, nudgeUnit = \"px\"\n",
    "    ) +\n",
    "    geomLabel(\n",
    "        label = \"Missing unemployment figures\",\n",
    "        x = epochMillis(2011, 8, 15), y = 24.0,\n",
    "        nudgeX = 80.0, nudgeUnit = \"px\"\n",
    "    ) +\n",
    "    geomLabel(\n",
    "        label = \"Missing savings rate figures\",\n",
    "        x = epochMillis(2013, 5, 15), y = 3.5,\n",
    "        nudgeX = 50.0, nudgeUnit = \"px\"\n",
    "    ) +\n",
    "    themeClassic() +\n",
    "    ggsize(800, 300)"
   ]
  }
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